Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "100" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 77 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 73 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 36.972193 | 10.763203 | 58.233249 | 72.152653 | 21.850114 | 27.861390 | 34.150580 | 32.066046 | 0.0476 | 0.0558 | 0.0064 | 1.336260 | 1.338946 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.050648 | 18.543288 | 67.813216 | 75.345104 | 30.126942 | 36.148800 | 20.592957 | 11.066914 | 0.0451 | 0.0509 | 0.0055 | 1.321207 | 1.306161 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 2.299859 | 1.423840 | 1.107979 | 1.757048 | 4.178948 | 1.186231 | 2.662208 | 0.586502 | 0.0935 | 0.0925 | 0.0132 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.810655 | 20.857027 | 84.197426 | 91.413343 | 26.803352 | 31.990034 | 11.364784 | 1.960202 | 0.0398 | 0.0457 | 0.0055 | 1.343346 | 1.331245 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 32.925406 | 23.292805 | 78.030085 | 85.149244 | 27.815347 | 33.534410 | 16.514894 | 4.508526 | 0.0479 | 0.0528 | 0.0051 | 1.389686 | 1.367724 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.398398 | 21.166697 | 72.671153 | 78.912551 | 16.735791 | 21.262257 | 21.951426 | 16.399650 | 0.0472 | 0.0517 | 0.0044 | 1.316886 | 1.322073 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.349540 | 16.925865 | 82.235805 | 92.352581 | 22.828022 | 24.713738 | 21.378614 | 13.512667 | 0.0467 | 0.0521 | 0.0047 | 1.305197 | 1.296824 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 28.629666 | 21.822793 | 112.461037 | 123.221397 | -1.596167 | 7.751509 | -4.675000 | 11.633981 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.463154 | 19.468342 | 26.914838 | 28.795913 | 9.512502 | 10.894332 | 17.697736 | 5.561465 | 0.0469 | 0.0522 | 0.0057 | 1.332024 | 1.343434 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.577996 | 25.818692 | 5.754545 | 7.287630 | 9.325652 | 10.241183 | 6.206396 | 3.865807 | 0.0677 | 0.0615 | 0.0102 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.727314 | 26.719541 | 92.173765 | 99.219968 | 16.207119 | 18.237280 | 41.524487 | 39.397922 | 0.0427 | 0.0467 | 0.0037 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.771429 | 18.657178 | 28.679614 | 30.819280 | 19.207868 | 22.716739 | 0.235382 | 0.410866 | 0.0436 | 0.0489 | 0.0062 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.300831 | 15.872607 | 27.195973 | 29.412170 | 23.228996 | 27.702860 | 0.295559 | 0.383410 | 0.0410 | 0.0458 | 0.0058 | 1.265284 | 1.313616 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.288381 | 22.695853 | 29.925932 | 31.551952 | 17.944838 | 22.016468 | 0.566253 | 0.427207 | 0.0450 | 0.0503 | 0.0073 | 1.267132 | 1.299150 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.785405 | 16.992615 | 29.948964 | 32.302554 | 19.897750 | 22.930856 | 0.092958 | 0.216356 | 0.0473 | 0.0518 | 0.0066 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.251163 | 16.677379 | 35.841300 | 38.617375 | 22.705717 | 26.522920 | 1.601577 | 1.550030 | 0.0435 | 0.0479 | 0.0062 | 1.269089 | 1.353352 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.045521 | 1.691304 | 0.224991 | 0.134834 | -0.363664 | -0.637308 | 1.492738 | 1.736508 | 0.0938 | 0.0520 | 0.0121 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.962974 | 21.263213 | 29.291827 | 30.966443 | 20.216065 | 24.426425 | 0.413460 | 0.432220 | 0.0442 | 0.0467 | 0.0052 | 1.246835 | 1.244399 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.866738 | 16.865438 | 23.295814 | 24.901333 | 18.412307 | 21.231309 | 1.136118 | 1.181609 | 0.0432 | 0.0478 | 0.0064 | 1.287546 | 1.323928 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.368455 | 17.321486 | 21.897568 | 23.557784 | 15.448823 | 16.656548 | 7.229342 | 6.342900 | 0.0464 | 0.0514 | 0.0058 | 1.321065 | 1.356726 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.521255 | 15.751187 | 22.131294 | 23.662502 | 20.289987 | 23.897531 | 1.333873 | 0.767310 | 0.0425 | 0.0462 | 0.0058 | 1.272475 | 1.304550 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.905139 | 16.341190 | 36.115443 | 38.731825 | 23.734139 | 27.442312 | 1.139816 | 1.553681 | 0.0404 | 0.0451 | 0.0059 | 1.307574 | 1.405399 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.856019 | 16.363367 | 21.054720 | 22.626124 | 15.184009 | 17.196606 | 2.550022 | 2.654632 | 0.0454 | 0.0491 | 0.0064 | 1.284451 | 1.310776 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.539496 | 1.386301 | 0.089538 | 0.042245 | 0.764713 | -0.845904 | 1.473326 | 1.674126 | 0.0946 | 0.0686 | 0.0137 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.164512 | 26.734012 | 23.181784 | 24.803864 | 1.262642 | 1.710208 | 5.540036 | 5.186952 | 0.0637 | 0.0708 | 0.0098 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.206606 | 18.889461 | 27.920937 | 29.511342 | 10.784723 | 10.993257 | 8.295883 | 9.086952 | 0.0484 | 0.0554 | 0.0080 | 1.287966 | 1.319561 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.894017 | -0.894017 | -0.869152 | -0.869152 | 0.484019 | 0.484019 | 0.010794 | 0.010794 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.173863 | 15.124005 | 29.268093 | 31.296084 | 2.066028 | 2.062451 | 1.149537 | 0.884172 | 0.0448 | 0.0485 | 0.0051 | 1.276217 | 1.277935 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.223931 | 16.978852 | 55.974470 | 59.744645 | 18.815741 | 21.515873 | 2.476792 | 1.907280 | 0.0455 | 0.0492 | 0.0041 | 1.358611 | 1.413971 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.865732 | 10.351748 | 14.382626 | 15.395324 | 2.225497 | 2.510013 | 0.740933 | 0.744350 | 0.0435 | 0.0476 | 0.0062 | 1.253668 | 1.274220 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.051167 | 10.828965 | 14.440498 | 15.382857 | 2.647215 | 2.815311 | 1.203121 | 1.226277 | 0.0452 | 0.0505 | 0.0067 | 1.254813 | 1.277573 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.375782 | 9.793551 | 14.067283 | 14.829494 | 2.107917 | 2.600682 | 0.752910 | 0.634513 | 0.0423 | 0.0463 | 0.0058 | 1.257484 | 1.283883 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.662564 | 12.610946 | 16.196061 | 17.109191 | 2.417446 | 3.029795 | 0.983356 | 1.044278 | 0.0457 | 0.0509 | 0.0062 | 1.249533 | 1.260469 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.096365 | 16.463161 | 30.316936 | 32.716008 | 20.965991 | 22.555840 | 1.294904 | 1.514403 | 0.0437 | 0.0478 | 0.0054 | 1.272297 | 1.290503 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0725 | 0.0367 | 0.0028 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.077712 | 16.779501 | 32.738713 | 35.383243 | 18.754828 | 20.447957 | 2.879175 | 3.324831 | 0.0467 | 0.0502 | 0.0055 | 1.301961 | 1.332951 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0429 | 0.0482 | 0.0069 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0475 | 0.0528 | 0.0066 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.370798 | 21.042394 | 41.892900 | 44.407496 | 28.800987 | 31.652148 | 3.310951 | 3.027857 | 0.0406 | 0.0452 | 0.0058 | 1.273874 | 1.274817 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.388864 | 9.891400 | 17.904177 | 18.935530 | 2.931634 | 3.794611 | 1.140947 | 1.094967 | 0.0442 | 0.0487 | 0.0064 | 1.255417 | 1.276509 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.1033 | 0.0842 | 0.0061 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.765220 | 15.023150 | 31.454512 | 33.482132 | 20.093914 | 22.072409 | 1.272519 | 1.141552 | 0.0435 | 0.0470 | 0.0052 | 1.307276 | 1.331128 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.839601 | 22.712559 | 67.746077 | 71.602854 | 1.121676 | 1.959788 | 1.705781 | 1.382626 | 0.0441 | 0.0465 | 0.0036 | 1.259434 | 1.258848 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.095075 | 11.160471 | 32.202488 | 34.188756 | 169.503984 | 184.449235 | 15.934607 | 12.945848 | 0.0461 | 0.0499 | 0.0060 | 1.325163 | 1.314371 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.320042 | 14.997312 | 14.281687 | 15.534680 | 4.380159 | 5.413425 | 0.712811 | 0.870692 | 0.0437 | 0.0480 | 0.0064 | 1.262657 | 1.279749 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.496216 | 24.502495 | 54.336683 | 57.631535 | 29.045405 | 31.288470 | 2.642344 | 2.134212 | 0.0383 | 0.0426 | 0.0054 | 1.266592 | 1.351941 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.583727 | 12.138146 | 13.318221 | 14.264887 | 2.835924 | 6.019330 | 0.187461 | 0.426283 | 0.0478 | 0.0518 | 0.0053 | 1.248936 | 1.273950 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.265780 | 12.042600 | 12.354185 | 13.170002 | 2.689822 | 4.421203 | 0.138640 | 0.054949 | 0.0391 | 0.0444 | 0.0057 | 1.232557 | 1.264368 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.681508 | 17.984814 | 30.930765 | 33.076977 | 17.793930 | 20.454295 | 1.301430 | 1.604548 | 0.0406 | 0.0439 | 0.0046 | 1.265389 | 1.283019 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.124285 | 21.079523 | 41.708669 | 44.883188 | 22.184850 | 25.533944 | 0.791984 | 0.914630 | 0.0406 | 0.0442 | 0.0049 | 1.272160 | 1.307242 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.114700 | 10.520969 | 12.512031 | 13.329146 | 3.323488 | 4.206876 | 0.593075 | 0.456159 | 0.0492 | 0.0500 | 0.0042 | 1.303885 | 1.324481 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.982153 | 25.515130 | 47.613714 | 50.572595 | 41.310864 | 35.826200 | 0.178028 | 0.547018 | 0.0443 | 0.0605 | 0.0154 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 25.245860 | 21.189522 | 42.796413 | 44.911218 | 19.012874 | 30.898615 | 1.646074 | 1.405771 | nan | nan | nan | 1.660424 | 1.698517 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.982070 | 21.915750 | 44.823393 | 48.435061 | 11.092454 | 23.780871 | 1.421919 | 1.736275 | 0.0460 | 0.0476 | 0.0034 | 1.338915 | 1.349269 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.585224 | 1.962136 | 1.310837 | 0.039793 | 13.383988 | 1.457384 | 58.382297 | 1.648913 | 0.0989 | 0.0736 | 0.0211 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.183330 | 28.410953 | -0.383860 | 47.848485 | 0.203428 | 15.963120 | 0.746051 | 14.749084 | 0.9197 | 0.0781 | 0.5934 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.187661 | 29.185542 | 4.228809 | 45.624299 | 2.842736 | 9.091970 | 54.144218 | 2.014300 | 0.8753 | 0.0565 | 0.6210 | 11.519600 | 1.215235 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.452968 | 27.983701 | 0.010886 | 75.103743 | -0.449160 | 33.552411 | 13.664515 | 3.131368 | 0.8762 | 0.1056 | 0.6969 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.401735 | 20.121633 | -0.785748 | 51.649629 | -0.268521 | 22.715735 | 4.552714 | 0.919976 | 0.8589 | 0.1118 | 0.2534 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.069714 | 22.762046 | -1.184862 | 62.675295 | -0.172207 | 22.533505 | 4.495117 | 1.065300 | 0.8642 | 0.1295 | 0.2249 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 0.00% | 19.35% | 0.00% | 100.00% | 0.00% | 0.633456 | 24.943103 | 0.050433 | 77.356547 | -0.301172 | 22.210942 | 1.723876 | 11.269249 | 0.8888 | 0.4222 | 0.2867 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.314356 | 20.518405 | -0.804840 | 71.574299 | -0.236786 | 18.833472 | 1.931696 | 4.140345 | 0.8740 | 0.1327 | 0.2232 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.899662 | 24.099177 | 0.632578 | 77.289338 | 0.594706 | 23.323187 | 7.687460 | 3.928395 | 0.9057 | 0.1544 | 0.1530 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.938508 | 24.942616 | 0.059009 | 70.333426 | -0.326920 | 21.476097 | 7.499179 | 2.495721 | 0.0726 | 0.0760 | 0.0150 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.573257 | 19.759440 | -0.155300 | 65.498551 | -0.341161 | 18.818123 | 2.932440 | 2.615190 | 0.0665 | 0.0760 | 0.0146 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.130928 | 21.421766 | 0.222373 | 69.966012 | -0.607074 | 21.692534 | -0.147762 | 5.409455 | 0.0653 | 0.0717 | 0.0155 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.489191 | 24.360575 | -1.180975 | 51.426310 | -0.376330 | 27.973405 | 2.747997 | 6.454166 | 0.0719 | 0.0610 | 0.0322 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.765593 | 23.738205 | -0.532435 | 56.451378 | -0.023797 | 41.915503 | 2.592329 | 12.488133 | 0.0648 | 0.0690 | 0.0294 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.635316 | 28.028617 | -0.490763 | 58.428702 | -0.307963 | 25.634363 | 1.326075 | 6.834156 | 0.0669 | 0.0603 | 0.0331 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.289961 | 23.764444 | -0.772042 | 53.224738 | 2.125845 | 27.303466 | 7.600128 | 8.425685 | 0.0727 | 0.0637 | 0.0339 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.473684 | 22.838111 | -0.478170 | 44.319658 | -0.103895 | 29.884558 | 1.972412 | 10.709354 | 0.0685 | 0.0596 | 0.0350 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 86.147963 | 20.493213 | 25.129546 | 86.147963 | 78.581646 | 29.692928 | 23.605587 | 7.518906 | 27.146014 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | inf | 318.146789 | 314.201393 | inf | inf | 54.345332 | 37.950770 | 521.349893 | 239.904179 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 81.020200 | 31.975545 | 35.458261 | 81.020200 | 75.579537 | 16.734077 | 20.234663 | 25.745694 | 26.413244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 72.152653 | 36.972193 | 10.763203 | 58.233249 | 72.152653 | 21.850114 | 27.861390 | 34.150580 | 32.066046 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 75.345104 | 26.050648 | 18.543288 | 67.813216 | 75.345104 | 30.126942 | 36.148800 | 20.592957 | 11.066914 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | ee Temporal Variability | 4.178948 | 1.423840 | 2.299859 | 1.757048 | 1.107979 | 1.186231 | 4.178948 | 0.586502 | 2.662208 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 91.413343 | 20.857027 | 27.810655 | 91.413343 | 84.197426 | 31.990034 | 26.803352 | 1.960202 | 11.364784 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 85.149244 | 32.925406 | 23.292805 | 78.030085 | 85.149244 | 27.815347 | 33.534410 | 16.514894 | 4.508526 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 78.912551 | 21.166697 | 30.398398 | 78.912551 | 72.671153 | 21.262257 | 16.735791 | 16.399650 | 21.951426 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 92.352581 | 21.349540 | 16.925865 | 82.235805 | 92.352581 | 22.828022 | 24.713738 | 21.378614 | 13.512667 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 123.221397 | 21.822793 | 28.629666 | 123.221397 | 112.461037 | 7.751509 | -1.596167 | 11.633981 | -4.675000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 28.795913 | 26.463154 | 19.468342 | 26.914838 | 28.795913 | 9.512502 | 10.894332 | 17.697736 | 5.561465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | ee Shape | 27.577996 | 27.577996 | 25.818692 | 5.754545 | 7.287630 | 9.325652 | 10.241183 | 6.206396 | 3.865807 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 99.219968 | 26.727314 | 26.719541 | 92.173765 | 99.219968 | 16.207119 | 18.237280 | 41.524487 | 39.397922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 30.819280 | 17.771429 | 18.657178 | 28.679614 | 30.819280 | 19.207868 | 22.716739 | 0.235382 | 0.410866 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 29.412170 | 15.872607 | 15.300831 | 29.412170 | 27.195973 | 27.702860 | 23.228996 | 0.383410 | 0.295559 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 31.551952 | 22.288381 | 22.695853 | 29.925932 | 31.551952 | 17.944838 | 22.016468 | 0.566253 | 0.427207 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 32.302554 | 16.992615 | 16.785405 | 32.302554 | 29.948964 | 22.930856 | 19.897750 | 0.216356 | 0.092958 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 38.617375 | 16.251163 | 16.677379 | 35.841300 | 38.617375 | 22.705717 | 26.522920 | 1.601577 | 1.550030 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | ee Shape | 2.045521 | 2.045521 | 1.691304 | 0.224991 | 0.134834 | -0.363664 | -0.637308 | 1.492738 | 1.736508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 30.966443 | 21.263213 | 21.962974 | 30.966443 | 29.291827 | 24.426425 | 20.216065 | 0.432220 | 0.413460 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 24.901333 | 16.865438 | 16.866738 | 24.901333 | 23.295814 | 21.231309 | 18.412307 | 1.181609 | 1.136118 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 23.557784 | 17.321486 | 17.368455 | 23.557784 | 21.897568 | 16.656548 | 15.448823 | 6.342900 | 7.229342 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Temporal Variability | 23.897531 | 15.521255 | 15.751187 | 22.131294 | 23.662502 | 20.289987 | 23.897531 | 1.333873 | 0.767310 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 38.731825 | 16.341190 | 16.905139 | 38.731825 | 36.115443 | 27.442312 | 23.734139 | 1.553681 | 1.139816 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 22.626124 | 16.363367 | 16.856019 | 22.626124 | 21.054720 | 17.196606 | 15.184009 | 2.654632 | 2.550022 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Temporal Discontinuties | 1.674126 | 1.386301 | 1.539496 | 0.042245 | 0.089538 | -0.845904 | 0.764713 | 1.674126 | 1.473326 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | ee Shape | 28.164512 | 28.164512 | 26.734012 | 23.181784 | 24.803864 | 1.262642 | 1.710208 | 5.540036 | 5.186952 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 29.511342 | 18.889461 | 21.206606 | 29.511342 | 27.920937 | 10.993257 | 10.784723 | 9.086952 | 8.295883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Temporal Variability | 0.484019 | -0.894017 | -0.894017 | -0.869152 | -0.869152 | 0.484019 | 0.484019 | 0.010794 | 0.010794 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 31.296084 | 15.173863 | 15.124005 | 29.268093 | 31.296084 | 2.066028 | 2.062451 | 1.149537 | 0.884172 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 59.744645 | 17.223931 | 16.978852 | 55.974470 | 59.744645 | 18.815741 | 21.515873 | 2.476792 | 1.907280 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 15.395324 | 10.865732 | 10.351748 | 14.382626 | 15.395324 | 2.225497 | 2.510013 | 0.740933 | 0.744350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 15.382857 | 11.051167 | 10.828965 | 14.440498 | 15.382857 | 2.647215 | 2.815311 | 1.203121 | 1.226277 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 14.829494 | 10.375782 | 9.793551 | 14.067283 | 14.829494 | 2.107917 | 2.600682 | 0.752910 | 0.634513 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 17.109191 | 12.662564 | 12.610946 | 16.196061 | 17.109191 | 2.417446 | 3.029795 | 0.983356 | 1.044278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 32.716008 | 16.463161 | 17.096365 | 32.716008 | 30.316936 | 22.555840 | 20.965991 | 1.514403 | 1.294904 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 35.383243 | 16.779501 | 18.077712 | 35.383243 | 32.738713 | 20.447957 | 18.754828 | 3.324831 | 2.879175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 44.407496 | 21.042394 | 21.370798 | 44.407496 | 41.892900 | 31.652148 | 28.800987 | 3.027857 | 3.310951 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 18.935530 | 9.891400 | 10.388864 | 18.935530 | 17.904177 | 3.794611 | 2.931634 | 1.094967 | 1.140947 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 33.482132 | 15.765220 | 15.023150 | 31.454512 | 33.482132 | 20.093914 | 22.072409 | 1.272519 | 1.141552 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 71.602854 | 22.712559 | 22.839601 | 71.602854 | 67.746077 | 1.959788 | 1.121676 | 1.382626 | 1.705781 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Temporal Variability | 184.449235 | 11.160471 | 12.095075 | 34.188756 | 32.202488 | 184.449235 | 169.503984 | 12.945848 | 15.934607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 15.534680 | 14.997312 | 14.320042 | 15.534680 | 14.281687 | 5.413425 | 4.380159 | 0.870692 | 0.712811 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 57.631535 | 24.502495 | 26.496216 | 57.631535 | 54.336683 | 31.288470 | 29.045405 | 2.134212 | 2.642344 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 14.264887 | 11.583727 | 12.138146 | 13.318221 | 14.264887 | 2.835924 | 6.019330 | 0.187461 | 0.426283 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 13.170002 | 12.042600 | 11.265780 | 13.170002 | 12.354185 | 4.421203 | 2.689822 | 0.054949 | 0.138640 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 33.076977 | 17.681508 | 17.984814 | 30.930765 | 33.076977 | 17.793930 | 20.454295 | 1.301430 | 1.604548 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 44.883188 | 21.124285 | 21.079523 | 41.708669 | 44.883188 | 22.184850 | 25.533944 | 0.791984 | 0.914630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 13.329146 | 10.520969 | 11.114700 | 13.329146 | 12.512031 | 4.206876 | 3.323488 | 0.456159 | 0.593075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 50.572595 | 24.982153 | 25.515130 | 47.613714 | 50.572595 | 41.310864 | 35.826200 | 0.178028 | 0.547018 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 44.911218 | 25.245860 | 21.189522 | 42.796413 | 44.911218 | 19.012874 | 30.898615 | 1.646074 | 1.405771 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 48.435061 | 21.915750 | 18.982070 | 48.435061 | 44.823393 | 23.780871 | 11.092454 | 1.736275 | 1.421919 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | ee Temporal Discontinuties | 58.382297 | 1.962136 | -0.585224 | 0.039793 | 1.310837 | 1.457384 | 13.383988 | 1.648913 | 58.382297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 47.848485 | 28.410953 | 0.183330 | 47.848485 | -0.383860 | 15.963120 | 0.203428 | 14.749084 | 0.746051 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 68.590000 | 2.603787 | 28.208854 | 7.161488 | 68.590000 | 5.571787 | 22.924661 | 13.103878 | 9.004191 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | ee Temporal Discontinuties | 54.144218 | 29.185542 | 1.187661 | 45.624299 | 4.228809 | 9.091970 | 2.842736 | 2.014300 | 54.144218 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 75.103743 | 0.452968 | 27.983701 | 0.010886 | 75.103743 | -0.449160 | 33.552411 | 13.664515 | 3.131368 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 51.649629 | 0.401735 | 20.121633 | -0.785748 | 51.649629 | -0.268521 | 22.715735 | 4.552714 | 0.919976 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 62.675295 | 0.069714 | 22.762046 | -1.184862 | 62.675295 | -0.172207 | 22.533505 | 4.495117 | 1.065300 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 77.356547 | 24.943103 | 0.633456 | 77.356547 | 0.050433 | 22.210942 | -0.301172 | 11.269249 | 1.723876 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 71.574299 | 0.314356 | 20.518405 | -0.804840 | 71.574299 | -0.236786 | 18.833472 | 1.931696 | 4.140345 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 77.289338 | 24.099177 | 1.899662 | 77.289338 | 0.632578 | 23.323187 | 0.594706 | 3.928395 | 7.687460 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 70.333426 | 0.938508 | 24.942616 | 0.059009 | 70.333426 | -0.326920 | 21.476097 | 7.499179 | 2.495721 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 65.498551 | 0.573257 | 19.759440 | -0.155300 | 65.498551 | -0.341161 | 18.818123 | 2.932440 | 2.615190 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 69.966012 | 21.421766 | 1.130928 | 69.966012 | 0.222373 | 21.692534 | -0.607074 | 5.409455 | -0.147762 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 51.426310 | 24.360575 | 1.489191 | 51.426310 | -1.180975 | 27.973405 | -0.376330 | 6.454166 | 2.747997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 56.451378 | 1.765593 | 23.738205 | -0.532435 | 56.451378 | -0.023797 | 41.915503 | 2.592329 | 12.488133 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 58.428702 | 28.028617 | 1.635316 | 58.428702 | -0.490763 | 25.634363 | -0.307963 | 6.834156 | 1.326075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 53.224738 | 1.289961 | 23.764444 | -0.772042 | 53.224738 | 2.125845 | 27.303466 | 7.600128 | 8.425685 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 7 | RF_maintenance | nn Power | 44.319658 | 1.473684 | 22.838111 | -0.478170 | 44.319658 | -0.103895 | 29.884558 | 1.972412 | 10.709354 |